Disclosed herein are methods and compositions for treating, inhibiting, or reducing hair loss, treating, inhibiting, or reducing pigmentation loss, improving or stimulating hair growth, and/or improving or stimulating pigmentation production in a subject with one or more alpha-ketobutyrate compounds and/or one or more glutarate compounds.